Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 2928 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Total size in memory | 434.8 KiB |
| Average record size in memory | 152.0 B |
Variable types
| Categorical | 2 |
|---|---|
| Numeric | 17 |
Dataset
| Description | The life expectancy data-set contains health factors for 193 countries for the years 2000-2015 has been collected from a WHO data repository website and its corresponding economic data was collected from United Nation website. The dataset consists of 22 Columns and 2938 rows which meant 20 predicting variables |
|---|---|
| Creator | unknown |
| URL | https://www.kaggle.com/datasets/kumarajarshi/life-expectancy-who |
| Copyright | (c) unknown |
Country has a high cardinality: 183 distinct values | High cardinality |
Status is highly overall correlated with LifeExpectancy and 4 other fields | High correlation |
LifeExpectancy is highly overall correlated with Status and 9 other fields | High correlation |
AdultMort is highly overall correlated with LifeExpectancy and 3 other fields | High correlation |
InfD is highly overall correlated with Measles and 3 other fields | High correlation |
EtOH is highly overall correlated with Status and 4 other fields | High correlation |
PercExpen is highly overall correlated with Status | High correlation |
Measles is highly overall correlated with InfD and 1 other fields | High correlation |
BMI is highly overall correlated with LifeExpectancy and 4 other fields | High correlation |
lt5yD is highly overall correlated with InfD and 3 other fields | High correlation |
Polio is highly overall correlated with LifeExpectancy and 1 other fields | High correlation |
DTP is highly overall correlated with LifeExpectancy and 1 other fields | High correlation |
HIV is highly overall correlated with LifeExpectancy and 1 other fields | High correlation |
Thin1_19y is highly overall correlated with LifeExpectancy and 7 other fields | High correlation |
Thin5_9y is highly overall correlated with LifeExpectancy and 6 other fields | High correlation |
Income is highly overall correlated with Status and 6 other fields | High correlation |
Education is highly overall correlated with Status and 7 other fields | High correlation |
Country is uniformly distributed | Uniform |
InfD has 838 (28.6%) zeros | Zeros |
PercExpen has 606 (20.7%) zeros | Zeros |
Measles has 973 (33.2%) zeros | Zeros |
lt5yD has 775 (26.5%) zeros | Zeros |
Income has 130 (4.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-01-31 16:59:07.707125 |
|---|---|
| Analysis finished | 2023-01-31 16:59:36.042478 |
| Duration | 28.34 seconds |
| Software version | pandas-profiling vv3.6.2 |
| Download configuration | config.json |
Country
Categorical
HIGH CARDINALITY UNIFORM
| Distinct | 183 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.0 KiB |
| Afghanistan | 16 |
|---|---|
| New Zealand | 16 |
| Niger | 16 |
| Nigeria | 16 |
| Norway | 16 |
| Other values (178) |
Length
| Max length | 52 |
|---|---|
| Median length | 34 |
| Mean length | 10.04371585 |
| Min length | 4 |
Characters and Unicode
| Total characters | 29408 |
|---|---|
| Distinct characters | 56 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Afghanistan |
|---|---|
| 2nd row | Afghanistan |
| 3rd row | Afghanistan |
| 4th row | Afghanistan |
| 5th row | Afghanistan |
Common Values
| Value | Count | Frequency (%) |
| Afghanistan | 16 | 0.5% |
| New Zealand | 16 | 0.5% |
| Niger | 16 | 0.5% |
| Other values (180) | 2880 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| of | 192 | 4.5% |
| republic | 192 | 4.5% |
| and | 96 | 2.2% |
| united | 64 | 1.5% |
| democratic | 48 | 1.1% |
| guinea | 48 | 1.1% |
| the | 48 | 1.1% |
| people's | 32 | 0.7% |
| states | 32 | 0.7% |
| arab | 32 | 0.7% |
| Other values (211) | 3488 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 4176 | 14.2% |
| i | 2528 | 8.6% |
| e | 2176 | 7.4% |
| Other values (53) | 20528 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 23904 | |
| Uppercase Letter | 3952 | 13.4% |
| Space Separator | 1344 | 4.6% |
| Other values (4) | 208 | 0.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 4176 | 17.5% |
| i | 2528 | 10.6% |
| e | 2176 | 9.1% |
| Other values (24) | 15024 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 464 | 11.7% |
| B | 336 | 8.5% |
| C | 288 | 7.3% |
| Other values (21) | 2864 |
Space Separator
| Value | Count | Frequency (%) |
| 1344 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 64 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 64 |
Other Punctuation
| Value | Count | Frequency (%) |
| ' | 48 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 32 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 27856 | |
| Common | 1552 | 5.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 4176 | 15.0% |
| i | 2528 | 9.1% |
| e | 2176 | 7.8% |
| Other values (48) | 18976 |
Common
| Value | Count | Frequency (%) |
| 1344 | ||
| ( | 64 | 4.1% |
| ) | 64 | 4.1% |
| Other values (2) | 80 | 5.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 29392 | |
| None | 16 | 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 4176 | 14.2% |
| i | 2528 | 8.6% |
| e | 2176 | 7.4% |
| Other values (52) | 20512 |
None
| Value | Count | Frequency (%) |
| ô | 16 |
Year
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2007.5 |
| Minimum | 2000 |
|---|---|
| Maximum | 2015 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 2000 |
|---|---|
| 5-th percentile | 2000 |
| Q1 | 2003.75 |
| median | 2007.5 |
| Q3 | 2011.25 |
| 95-th percentile | 2015 |
| Maximum | 2015 |
| Range | 15 |
| Interquartile range (IQR) | 7.5 |
Descriptive statistics
| Standard deviation | 4.610559618 |
|---|---|
| Coefficient of variation (CV) | 0.002296667307 |
| Kurtosis | -1.209427576 |
| Mean | 2007.5 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0 |
| Sum | 5877960 |
| Variance | 21.25725999 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 2015 | 183 | 6.2% |
| 2014 | 183 | 6.2% |
| 2013 | 183 | 6.2% |
| Other values (13) | 2379 |
| Value | Count | Frequency (%) |
| 2000 | 183 | |
| 2001 | 183 | |
| 2002 | 183 |
| Value | Count | Frequency (%) |
| 2015 | 183 | |
| 2014 | 183 | |
| 2013 | 183 |
Status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2928 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2416 | |
| 1 | 512 | 17.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2416 | |
| 1 | 512 | 17.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2416 | |
| 1 | 512 | 17.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2928 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2416 | |
| 1 | 512 | 17.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2928 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2416 | |
| 1 | 512 | 17.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2928 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2416 | |
| 1 | 512 | 17.5% |
LifeExpectancy
Real number (ℝ)
| Distinct | 362 |
|---|---|
| Distinct (%) | 12.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.22493169 |
| Minimum | 36.3 |
|---|---|
| Maximum | 89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 36.3 |
|---|---|
| 5-th percentile | 51.4 |
| Q1 | 63.1 |
| median | 72.1 |
| Q3 | 75.7 |
| 95-th percentile | 82 |
| Maximum | 89 |
| Range | 52.7 |
| Interquartile range (IQR) | 12.6 |
Descriptive statistics
| Standard deviation | 9.523867488 |
|---|---|
| Coefficient of variation (CV) | 0.1375785754 |
| Kurtosis | -0.2344773942 |
| Mean | 69.22493169 |
| Median Absolute Deviation (MAD) | 5.8 |
| Skewness | -0.6386047359 |
| Sum | 202690.6 |
| Variance | 90.70405193 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 73 | 45 | 1.5% |
| 75 | 33 | 1.1% |
| 78 | 31 | 1.1% |
| Other values (359) | 2819 |
| Value | Count | Frequency (%) |
| 36.3 | 1 | |
| 39 | 1 | |
| 41 | 1 |
| Value | Count | Frequency (%) |
| 89 | 11 | |
| 88 | 10 | |
| 87 | 9 |
AdultMort
Real number (ℝ)
| Distinct | 425 |
|---|---|
| Distinct (%) | 14.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 164.7964481 |
| Minimum | 1 |
|---|---|
| Maximum | 723 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 74 |
| median | 144 |
| Q3 | 228 |
| 95-th percentile | 398.3 |
| Maximum | 723 |
| Range | 722 |
| Interquartile range (IQR) | 154 |
Descriptive statistics
| Standard deviation | 124.292079 |
|---|---|
| Coefficient of variation (CV) | 0.754215764 |
| Kurtosis | 1.748860208 |
| Mean | 164.7964481 |
| Median Absolute Deviation (MAD) | 76 |
| Skewness | 1.174369488 |
| Sum | 482524 |
| Variance | 15448.5209 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12 | 34 | 1.2% |
| 14 | 30 | 1.0% |
| 16 | 29 | 1.0% |
| Other values (422) | 2835 |
| Value | Count | Frequency (%) |
| 1 | 12 | |
| 2 | 8 | |
| 3 | 6 |
| Value | Count | Frequency (%) |
| 723 | 1 | |
| 717 | 1 | |
| 715 | 1 |
InfD
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 209 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.40744536 |
| Minimum | 0 |
|---|---|
| Maximum | 1800 |
| Zeros | 838 |
| Zeros (%) | 28.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3 |
| Q3 | 22 |
| 95-th percentile | 94.65 |
| Maximum | 1800 |
| Range | 1800 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 118.1144496 |
|---|---|
| Coefficient of variation (CV) | 3.884392399 |
| Kurtosis | 115.6574795 |
| Mean | 30.40744536 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 9.771044493 |
| Sum | 89033 |
| Variance | 13951.0232 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 838 | |
| 1 | 342 | 11.7% |
| 2 | 203 | 6.9% |
| Other values (206) | 1545 |
| Value | Count | Frequency (%) |
| 0 | 838 | |
| 1 | 342 | |
| 2 | 203 | 6.9% |
| Value | Count | Frequency (%) |
| 1800 | 2 | |
| 1700 | 2 | |
| 1600 | 1 |
EtOH
Real number (ℝ)
| Distinct | 1077 |
|---|---|
| Distinct (%) | 36.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.614855576 |
| Minimum | 0.01 |
|---|---|
| Maximum | 17.87 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 1.1075 |
| median | 4.16 |
| Q3 | 7.4 |
| 95-th percentile | 11.89 |
| Maximum | 17.87 |
| Range | 17.86 |
| Interquartile range (IQR) | 6.2925 |
Descriptive statistics
| Standard deviation | 3.914923272 |
|---|---|
| Coefficient of variation (CV) | 0.8483306158 |
| Kurtosis | -0.6491103361 |
| Mean | 4.614855576 |
| Median Absolute Deviation (MAD) | 3.14 |
| Skewness | 0.6076218711 |
| Sum | 13512.29713 |
| Variance | 15.32662423 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.01 | 280 | 9.6% |
| 4.614855576 | 193 | 6.6% |
| 0.03 | 15 | 0.5% |
| Other values (1074) | 2440 |
| Value | Count | Frequency (%) |
| 0.01 | 280 | |
| 0.02 | 12 | 0.4% |
| 0.03 | 15 | 0.5% |
| Value | Count | Frequency (%) |
| 17.87 | 1 | |
| 17.31 | 1 | |
| 16.99 | 1 |
PercExpen
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 2323 |
|---|---|
| Distinct (%) | 79.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 740.321185 |
| Minimum | 0 |
|---|---|
| Maximum | 19479.91161 |
| Zeros | 606 |
| Zeros (%) | 20.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.853963995 |
| median | 65.61145482 |
| Q3 | 442.6143215 |
| 95-th percentile | 4507.913607 |
| Maximum | 19479.91161 |
| Range | 19479.91161 |
| Interquartile range (IQR) | 437.7603575 |
Descriptive statistics
| Standard deviation | 1990.930605 |
|---|---|
| Coefficient of variation (CV) | 2.689279525 |
| Kurtosis | 26.47582908 |
| Mean | 740.321185 |
| Median Absolute Deviation (MAD) | 65.61145482 |
| Skewness | 4.643789672 |
| Sum | 2167660.43 |
| Variance | 3963804.673 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 606 | 20.7% |
| 71.27962362 | 1 | < 0.1% |
| 15.25518816 | 1 | < 0.1% |
| Other values (2320) | 2320 |
| Value | Count | Frequency (%) |
| 0 | 606 | |
| 0.09987219 | 1 | < 0.1% |
| 0.108055973 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 19479.91161 | 1 | |
| 19099.04506 | 1 | |
| 18961.3486 | 1 |
Measles
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 958 |
|---|---|
| Distinct (%) | 32.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2427.855874 |
| Minimum | 0 |
|---|---|
| Maximum | 212183 |
| Zeros | 973 |
| Zeros (%) | 33.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 17 |
| Q3 | 362.25 |
| 95-th percentile | 9994.05 |
| Maximum | 212183 |
| Range | 212183 |
| Interquartile range (IQR) | 362.25 |
Descriptive statistics
| Standard deviation | 11485.97094 |
|---|---|
| Coefficient of variation (CV) | 4.73091136 |
| Kurtosis | 114.4679785 |
| Mean | 2427.855874 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 9.425290043 |
| Sum | 7108762 |
| Variance | 131927528.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 973 | |
| 1 | 104 | 3.6% |
| 2 | 68 | 2.3% |
| Other values (955) | 1783 |
| Value | Count | Frequency (%) |
| 0 | 973 | |
| 1 | 104 | 3.6% |
| 2 | 68 | 2.3% |
| Value | Count | Frequency (%) |
| 212183 | 1 | |
| 182485 | 1 | |
| 168107 | 1 |
BMI
Real number (ℝ)
| Distinct | 603 |
|---|---|
| Distinct (%) | 20.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.23539365 |
| Minimum | 1 |
|---|---|
| Maximum | 77.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5.2 |
| Q1 | 19.4 |
| median | 43 |
| Q3 | 56.1 |
| 95-th percentile | 64.5 |
| Maximum | 77.6 |
| Range | 76.6 |
| Interquartile range (IQR) | 36.7 |
Descriptive statistics
| Standard deviation | 19.8501842 |
|---|---|
| Coefficient of variation (CV) | 0.5191573123 |
| Kurtosis | -1.294361545 |
| Mean | 38.23539365 |
| Median Absolute Deviation (MAD) | 16.3 |
| Skewness | -0.2318276989 |
| Sum | 111953.2326 |
| Variance | 394.0298128 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 38.23539365 | 32 | 1.1% |
| 58.5 | 18 | 0.6% |
| 57 | 16 | 0.5% |
| Other values (600) | 2862 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 1.4 | 2 | |
| 1.8 | 1 |
| Value | Count | Frequency (%) |
| 77.6 | 1 | |
| 77.1 | 1 | |
| 76.7 | 1 |
lt5yD
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 252 |
|---|---|
| Distinct (%) | 8.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.17930328 |
| Minimum | 0 |
|---|---|
| Maximum | 2500 |
| Zeros | 775 |
| Zeros (%) | 26.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 28 |
| 95-th percentile | 138 |
| Maximum | 2500 |
| Range | 2500 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 160.7005471 |
|---|---|
| Coefficient of variation (CV) | 3.809938395 |
| Kurtosis | 109.3884348 |
| Mean | 42.17930328 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 9.479622923 |
| Sum | 123501 |
| Variance | 25824.66582 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 775 | |
| 1 | 361 | 12.3% |
| 2 | 163 | 5.6% |
| Other values (249) | 1629 |
| Value | Count | Frequency (%) |
| 0 | 775 | |
| 1 | 361 | |
| 2 | 163 | 5.6% |
| Value | Count | Frequency (%) |
| 2500 | 1 | |
| 2400 | 1 | |
| 2300 | 1 |
Polio
Real number (ℝ)
| Distinct | 74 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.54829838 |
| Minimum | 3 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 78 |
| median | 93 |
| Q3 | 97 |
| 95-th percentile | 99 |
| Maximum | 99 |
| Range | 96 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 23.34054762 |
|---|---|
| Coefficient of variation (CV) | 0.2827501968 |
| Kurtosis | 3.822675769 |
| Mean | 82.54829838 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -2.10479121 |
| Sum | 241701.4177 |
| Variance | 544.781163 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 99 | 373 | 12.7% |
| 98 | 254 | 8.7% |
| 96 | 205 | 7.0% |
| Other values (71) | 2096 |
| Value | Count | Frequency (%) |
| 3 | 7 | |
| 4 | 11 | |
| 5 | 8 |
| Value | Count | Frequency (%) |
| 99 | 373 | |
| 98 | 254 | |
| 97 | 205 |
TotalExpen
Real number (ℝ)
| Distinct | 817 |
|---|---|
| Distinct (%) | 27.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.930162842 |
| Minimum | 0.37 |
|---|---|
| Maximum | 17.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.37 |
|---|---|
| 5-th percentile | 1.9835 |
| Q1 | 4.37 |
| median | 5.930162842 |
| Q3 | 7.33 |
| 95-th percentile | 9.6865 |
| Maximum | 17.6 |
| Range | 17.23 |
| Interquartile range (IQR) | 2.96 |
Descriptive statistics
| Standard deviation | 2.38547781 |
|---|---|
| Coefficient of variation (CV) | 0.4022617715 |
| Kurtosis | 1.32780271 |
| Mean | 5.930162842 |
| Median Absolute Deviation (MAD) | 1.499837158 |
| Skewness | 0.6008632384 |
| Sum | 17363.5168 |
| Variance | 5.690504383 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.930162842 | 226 | 7.7% |
| 4.6 | 15 | 0.5% |
| 6.7 | 12 | 0.4% |
| Other values (814) | 2675 |
| Value | Count | Frequency (%) |
| 0.37 | 1 | |
| 0.65 | 1 | |
| 0.74 | 1 |
| Value | Count | Frequency (%) |
| 17.6 | 1 | |
| 17.2 | 2 | |
| 17.14 | 1 |
DTP
Real number (ℝ)
| Distinct | 82 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.32141629 |
| Minimum | 2 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 78 |
| median | 93 |
| Q3 | 97 |
| 95-th percentile | 99 |
| Maximum | 99 |
| Range | 97 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 23.62957557 |
|---|---|
| Coefficient of variation (CV) | 0.2870404402 |
| Kurtosis | 3.602063 |
| Mean | 82.32141629 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -2.079351622 |
| Sum | 241037.1069 |
| Variance | 558.3568417 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 99 | 347 | 11.9% |
| 98 | 253 | 8.6% |
| 97 | 205 | 7.0% |
| Other values (79) | 2123 |
| Value | Count | Frequency (%) |
| 2 | 1 | < 0.1% |
| 3 | 4 | 0.1% |
| 4 | 12 |
| Value | Count | Frequency (%) |
| 99 | 347 | |
| 98 | 253 | |
| 97 | 205 |
HIV
Real number (ℝ)
| Distinct | 200 |
|---|---|
| Distinct (%) | 6.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.747711749 |
| Minimum | 0.1 |
|---|---|
| Maximum | 50.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.1 |
| median | 0.1 |
| Q3 | 0.8 |
| 95-th percentile | 8.565 |
| Maximum | 50.6 |
| Range | 50.5 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 5.08554241 |
|---|---|
| Coefficient of variation (CV) | 2.909829046 |
| Kurtosis | 34.76639831 |
| Mean | 1.747711749 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.386623166 |
| Sum | 5117.3 |
| Variance | 25.8627416 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1 | 1771 | |
| 0.2 | 124 | 4.2% |
| 0.3 | 115 | 3.9% |
| Other values (197) | 918 |
| Value | Count | Frequency (%) |
| 0.1 | 1771 | |
| 0.2 | 124 | 4.2% |
| 0.3 | 115 | 3.9% |
| Value | Count | Frequency (%) |
| 50.6 | 1 | |
| 50.3 | 1 | |
| 49.9 | 1 |
Thin1_19y
Real number (ℝ)
| Distinct | 201 |
|---|---|
| Distinct (%) | 6.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.850621547 |
| Minimum | 0.1 |
|---|---|
| Maximum | 27.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.6 |
| Q1 | 1.6 |
| median | 3.4 |
| Q3 | 7.1 |
| 95-th percentile | 13.8 |
| Maximum | 27.7 |
| Range | 27.6 |
| Interquartile range (IQR) | 5.5 |
Descriptive statistics
| Standard deviation | 4.396596926 |
|---|---|
| Coefficient of variation (CV) | 0.9063986715 |
| Kurtosis | 4.042951627 |
| Mean | 4.850621547 |
| Median Absolute Deviation (MAD) | 2.35 |
| Skewness | 1.720041277 |
| Sum | 14202.61989 |
| Variance | 19.33006453 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 74 | 2.5% |
| 1.9 | 65 | 2.2% |
| 0.8 | 64 | 2.2% |
| Other values (198) | 2725 |
| Value | Count | Frequency (%) |
| 0.1 | 23 | |
| 0.2 | 39 | |
| 0.3 | 32 |
| Value | Count | Frequency (%) |
| 27.7 | 1 | |
| 27.5 | 1 | |
| 27.4 | 1 |
Thin5_9y
Real number (ℝ)
| Distinct | 208 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.881422652 |
| Minimum | 0.1 |
|---|---|
| Maximum | 28.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 1.6 |
| median | 3.4 |
| Q3 | 7.2 |
| 95-th percentile | 13.8 |
| Maximum | 28.6 |
| Range | 28.5 |
| Interquartile range (IQR) | 5.6 |
Descriptive statistics
| Standard deviation | 4.48489019 |
|---|---|
| Coefficient of variation (CV) | 0.9187670297 |
| Kurtosis | 4.435351724 |
| Mean | 4.881422652 |
| Median Absolute Deviation (MAD) | 2.4 |
| Skewness | 1.786369073 |
| Sum | 14292.80552 |
| Variance | 20.11424002 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.9 | 69 | 2.4% |
| 1.1 | 67 | 2.3% |
| 0.5 | 63 | 2.2% |
| Other values (205) | 2729 |
| Value | Count | Frequency (%) |
| 0.1 | 31 | |
| 0.2 | 45 | |
| 0.3 | 25 |
| Value | Count | Frequency (%) |
| 28.6 | 1 | |
| 28.5 | 1 | |
| 28.4 | 1 |
Income
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 626 |
|---|---|
| Distinct (%) | 21.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6274187139 |
| Minimum | 0 |
|---|---|
| Maximum | 0.948 |
| Zeros | 130 |
| Zeros (%) | 4.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.291 |
| Q1 | 0.504 |
| median | 0.662 |
| Q3 | 0.773 |
| 95-th percentile | 0.89 |
| Maximum | 0.948 |
| Range | 0.948 |
| Interquartile range (IQR) | 0.269 |
Descriptive statistics
| Standard deviation | 0.2051306297 |
|---|---|
| Coefficient of variation (CV) | 0.3269437541 |
| Kurtosis | 1.641921102 |
| Mean | 0.6274187139 |
| Median Absolute Deviation (MAD) | 0.125 |
| Skewness | -1.174653309 |
| Sum | 1837.081994 |
| Variance | 0.04207857523 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6274187139 | 160 | 5.5% |
| 0 | 130 | 4.4% |
| 0.7 | 17 | 0.6% |
| Other values (623) | 2621 |
| Value | Count | Frequency (%) |
| 0 | 130 | |
| 0.253 | 1 | < 0.1% |
| 0.255 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.948 | 1 | |
| 0.945 | 1 | |
| 0.942 | 1 |
Education
Real number (ℝ)
| Distinct | 174 |
|---|---|
| Distinct (%) | 5.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.99963873 |
| Minimum | 0 |
|---|---|
| Maximum | 20.7 |
| Zeros | 26 |
| Zeros (%) | 0.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 10.3 |
| median | 12.1 |
| Q3 | 14.1 |
| 95-th percentile | 16.8 |
| Maximum | 20.7 |
| Range | 20.7 |
| Interquartile range (IQR) | 3.8 |
Descriptive statistics
| Standard deviation | 3.253690955 |
|---|---|
| Coefficient of variation (CV) | 0.2711490761 |
| Kurtosis | 1.061215606 |
| Mean | 11.99963873 |
| Median Absolute Deviation (MAD) | 1.9 |
| Skewness | -0.6005046803 |
| Sum | 35134.9422 |
| Variance | 10.58650483 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11.99963873 | 160 | 5.5% |
| 12.9 | 58 | 2.0% |
| 13.3 | 52 | 1.8% |
| Other values (171) | 2658 |
| Value | Count | Frequency (%) |
| 0 | 26 | |
| 2.8 | 1 | < 0.1% |
| 2.9 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 20.7 | 1 | |
| 20.6 | 1 | |
| 20.5 | 1 |
| Year | Status | LifeExpectancy | AdultMort | InfD | EtOH | PercExpen | Measles | BMI | lt5yD | Polio | TotalExpen | DTP | HIV | Thin1_19y | Thin5_9y | Income | Education | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Year | 1.000 | 0.000 | 0.170 | -0.079 | -0.036 | -0.045 | 0.033 | -0.082 | 0.104 | -0.042 | 0.094 | 0.079 | 0.134 | -0.139 | -0.045 | -0.048 | 0.236 | 0.207 |
| Status | 0.000 | 1.000 | 0.482 | -0.315 | -0.113 | 0.579 | 0.454 | -0.077 | 0.315 | -0.116 | 0.221 | 0.294 | 0.217 | -0.149 | -0.370 | -0.368 | 0.458 | 0.493 |
| LifeExpectancy | 0.170 | 0.482 | 1.000 | -0.696 | -0.197 | 0.392 | 0.382 | -0.158 | 0.562 | -0.223 | 0.463 | 0.210 | 0.476 | -0.557 | -0.473 | -0.467 | 0.693 | 0.719 |
| AdultMort | -0.079 | -0.315 | -0.696 | 1.000 | 0.079 | -0.191 | -0.243 | 0.031 | -0.384 | 0.094 | -0.273 | -0.112 | -0.274 | 0.524 | 0.300 | 0.306 | -0.440 | -0.437 |
| InfD | -0.036 | -0.113 | -0.197 | 0.079 | 1.000 | -0.115 | -0.086 | 0.501 | -0.227 | 0.997 | -0.171 | -0.127 | -0.176 | 0.025 | 0.466 | 0.471 | -0.144 | -0.193 |
| EtOH | -0.045 | 0.579 | 0.392 | -0.191 | -0.115 | 1.000 | 0.339 | -0.052 | 0.326 | -0.112 | 0.214 | 0.301 | 0.216 | -0.050 | -0.421 | -0.409 | 0.417 | 0.498 |
| PercExpen | 0.033 | 0.454 | 0.382 | -0.243 | -0.086 | 0.339 | 1.000 | -0.057 | 0.231 | -0.088 | 0.148 | 0.175 | 0.144 | -0.098 | -0.252 | -0.254 | 0.381 | 0.390 |
| Measles | -0.082 | -0.077 | -0.158 | 0.031 | 0.501 | -0.052 | -0.057 | 1.000 | -0.176 | 0.508 | -0.136 | -0.105 | -0.142 | 0.031 | 0.225 | 0.221 | -0.116 | -0.124 |
| BMI | 0.104 | 0.315 | 0.562 | -0.384 | -0.227 | 0.326 | 0.231 | -0.176 | 1.000 | -0.238 | 0.285 | 0.228 | 0.284 | -0.244 | -0.531 | -0.538 | 0.482 | 0.519 |
| lt5yD | -0.042 | -0.116 | -0.223 | 0.094 | 0.997 | -0.112 | -0.088 | 0.508 | -0.238 | 1.000 | -0.189 | -0.128 | -0.196 | 0.038 | 0.468 | 0.472 | -0.161 | -0.209 |
| Polio | 0.094 | 0.221 | 0.463 | -0.273 | -0.171 | 0.214 | 0.148 | -0.136 | 0.285 | -0.189 | 1.000 | 0.137 | 0.672 | -0.160 | -0.221 | -0.222 | 0.356 | 0.384 |
| TotalExpen | 0.079 | 0.294 | 0.210 | -0.112 | -0.127 | 0.301 | 0.175 | -0.105 | 0.228 | -0.128 | 0.137 | 1.000 | 0.152 | -0.000 | -0.268 | -0.274 | 0.150 | 0.232 |
| DTP | 0.134 | 0.217 | 0.476 | -0.274 | -0.176 | 0.216 | 0.144 | -0.142 | 0.284 | -0.196 | 0.672 | 0.152 | 1.000 | -0.165 | -0.229 | -0.222 | 0.372 | 0.389 |
| HIV | -0.139 | -0.149 | -0.557 | 0.524 | 0.025 | -0.050 | -0.098 | 0.031 | -0.244 | 0.038 | -0.160 | -0.000 | -0.165 | 1.000 | 0.203 | 0.207 | -0.247 | -0.220 |
| Thin1_19y | -0.045 | -0.370 | -0.473 | 0.300 | 0.466 | -0.421 | -0.252 | 0.225 | -0.531 | 0.468 | -0.221 | -0.268 | -0.229 | 0.203 | 1.000 | 0.939 | -0.407 | -0.452 |
| Thin5_9y | -0.048 | -0.368 | -0.467 | 0.306 | 0.471 | -0.409 | -0.254 | 0.221 | -0.538 | 0.472 | -0.222 | -0.274 | -0.222 | 0.207 | 0.939 | 1.000 | -0.396 | -0.441 |
| Income | 0.236 | 0.458 | 0.693 | -0.440 | -0.144 | 0.417 | 0.381 | -0.116 | 0.482 | -0.161 | 0.356 | 0.150 | 0.372 | -0.247 | -0.407 | -0.396 | 1.000 | 0.800 |
| Education | 0.207 | 0.493 | 0.719 | -0.437 | -0.193 | 0.498 | 0.390 | -0.124 | 0.519 | -0.209 | 0.384 | 0.232 | 0.389 | -0.220 | -0.452 | -0.441 | 0.800 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.